EDA

Dataset statistics

Number of variables	36
Number of observations	873771
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	246.7 MiB
Average record size in memory	296.0 B

Variable types

Numeric	21
Categorical	15

Alerts

`device_fraud_count` has constant value ""	Constant
`prev_address_months_count` is highly overall correlated with `current_address_months_count`	High correlation
`current_address_months_count` is highly overall correlated with `prev_address_months_count`	High correlation
`customer_age` is highly overall correlated with `date_of_birth_distinct_emails_4w` and 1 other fields	High correlation
`velocity_24h` is highly overall correlated with `velocity_4w` and 1 other fields	High correlation
`velocity_4w` is highly overall correlated with `velocity_24h` and 1 other fields	High correlation
`bank_branch_count_8w` is highly overall correlated with `bank_months_count`	High correlation
`credit_risk_score` is highly overall correlated with `proposed_credit_limit`	High correlation
`bank_months_count` is highly overall correlated with `bank_branch_count_8w`	High correlation
`proposed_credit_limit` is highly overall correlated with `credit_risk_score`	High correlation
`month` is highly overall correlated with `velocity_24h` and 1 other fields	High correlation
`date_of_birth_distinct_emails_4w` is highly overall correlated with `customer_age`	High correlation
`segmentacion_etaria` is highly overall correlated with `customer_age`	High correlation
`fraud_bool` is highly imbalanced (91.3%)	Imbalance
`foreign_request` is highly imbalanced (83.7%)	Imbalance
`source` is highly imbalanced (93.5%)	Imbalance
`device_distinct_emails_8w` is highly imbalanced (87.4%)	Imbalance
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`x1` has unique values	Unique
`x2` has unique values	Unique
`bank_branch_count_8w` has 123789 (14.2%) zeros	Zeros
`month` has 70015 (8.0%) zeros	Zeros

Reproduction

Analysis started	2023-06-02 02:39:06.038154
Analysis finished	2023-06-02 02:46:13.341293
Duration	7 minutes and 7.3 seconds
Software version	ydata-profiling vv4.2.0
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	873771
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	499986.08

Minimum	0
Maximum	999999
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	0
5-th percentile	50029.5
Q1	249948.5
median	500153
Q3	749761.5
95-th percentile	949930.5
Maximum	999999
Range	999999
Interquartile range (IQR)	499813

Descriptive statistics

Standard deviation	288603.6
Coefficient of variation (CV)	0.57722328
Kurtosis	-1.1996867
Mean	499986.08
Median Absolute Deviation (MAD)	249909
Skewness	-0.00032725316
Sum	4.3687334 × 10¹¹
Variance	8.3292041 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
729517	1	< 0.1%
6385	1	< 0.1%
627721	1	< 0.1%
348254	1	< 0.1%
463129	1	< 0.1%
868972	1	< 0.1%
812065	1	< 0.1%
551971	1	< 0.1%
351511	1	< 0.1%
486648	1	< 0.1%
Other values (873761)	873761	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
999999	1	< 0.1%
999998	1	< 0.1%
999997	1	< 0.1%
999996	1	< 0.1%
999995	1	< 0.1%
999994	1	< 0.1%
999993	1	< 0.1%
999992	1	< 0.1%
999991	1	< 0.1%
999990	1	< 0.1%

fraud_bool
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

0.0	864149
1.0	9622

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	864149	98.9%
1.0	9622	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	864149	98.9%
1.0	9622	1.1%

Most occurring characters

Value	Count	Frequency (%)
0	1737920	66.3%
.	873771	33.3%
1	9622	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1737920	99.4%
1	9622	0.6%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1737920	66.3%
.	873771	33.3%
1	9622	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1737920	66.3%
.	873771	33.3%
1	9622	0.4%

income
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57872703

Minimum	0.1
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.3
median	0.6
Q3	0.8
95-th percentile	0.9
Maximum	0.9
Range	0.8
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.28829172
Coefficient of variation (CV)	0.49814801
Kurtosis	-1.2207481
Mean	0.57872703
Median Absolute Deviation (MAD)	0.2
Skewness	-0.46582304
Sum	505674.9
Variance	0.083112117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0.9	210628	24.1%
0.8	132325	15.1%
0.1	126834	14.5%
0.6	96055	11.0%
0.7	91894	10.5%
0.4	68662	7.9%
0.2	56720	6.5%
0.5	48014	5.5%
0.3	42639	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	126834	14.5%
0.2	56720	6.5%
0.3	42639	4.9%
0.4	68662	7.9%
0.5	48014	5.5%
0.6	96055	11.0%
0.7	91894	10.5%
0.8	132325	15.1%
0.9	210628	24.1%

Value	Count	Frequency (%)
0.9	210628	24.1%
0.8	132325	15.1%
0.7	91894	10.5%
0.6	96055	11.0%
0.5	48014	5.5%
0.4	68662	7.9%
0.3	42639	4.9%
0.2	56720	6.5%
0.1	126834	14.5%

prev_address_months_count
Real number (ℝ)

Distinct	373
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.664555

Minimum	-1
Maximum	399
Zeros	0
Zeros (%)	0.0%
Negative	665984
Negative (%)	76.2%
Memory size	13.3 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	96
Maximum	399
Range	400
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	43.026325
Coefficient of variation (CV)	2.9340355
Kurtosis	22.371317
Mean	14.664555
Median Absolute Deviation (MAD)	0
Skewness	4.321071
Sum	12813463
Variance	1851.2646
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	665984	76.2%
11	8131	0.9%
29	7252	0.8%
28	6974	0.8%
27	6887	0.8%
30	6791	0.8%
10	6551	0.7%
31	6261	0.7%
12	6219	0.7%
26	6044	0.7%
Other values (363)	146677	16.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	665984	76.2%
6	25	< 0.1%
7	263	< 0.1%
8	1140	0.1%
9	3453	0.4%
10	6551	0.7%
11	8131	0.9%
12	6219	0.7%
13	3245	0.4%
14	1119	0.1%

Value	Count	Frequency (%)
399	1	< 0.1%
386	1	< 0.1%
382	1	< 0.1%
376	1	< 0.1%
373	1	< 0.1%
372	1	< 0.1%
371	3	< 0.1%
370	4	< 0.1%
369	3	< 0.1%
368	6	< 0.1%

current_address_months_count
Real number (ℝ)

Distinct	416
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.234073

Minimum	-1
Maximum	429
Zeros	6777
Zeros (%)	0.8%
Negative	3005
Negative (%)	0.3%
Memory size	13.3 MiB

Quantile statistics

Minimum	-1
5-th percentile	4
Q1	27
median	64
Q3	154
95-th percentile	303
Maximum	429
Range	430
Interquartile range (IQR)	127

Descriptive statistics

Standard deviation	94.047441
Coefficient of variation (CV)	0.94773336
Kurtosis	0.6726646
Mean	99.234073
Median Absolute Deviation (MAD)	52
Skewness	1.1723061
Sum	86707855
Variance	8844.9212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	11978	1.4%
6	11869	1.4%
8	11857	1.4%
9	11616	1.3%
5	11241	1.3%
10	10996	1.3%
4	10708	1.2%
11	10408	1.2%
3	9960	1.1%
12	9563	1.1%
Other values (406)	763575	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	3005	0.3%
0	6777	0.8%
1	7895	0.9%
2	9161	1.0%
3	9960	1.1%
4	10708	1.2%
5	11241	1.3%
6	11869	1.4%
7	11978	1.4%
8	11857	1.4%

Value	Count	Frequency (%)
429	1	< 0.1%
423	1	< 0.1%
413	2	< 0.1%
412	2	< 0.1%
411	1	< 0.1%
410	2	< 0.1%
409	1	< 0.1%
408	3	< 0.1%
406	1	< 0.1%
405	4	< 0.1%

customer_age
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.344013

Minimum	10
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	10
5-th percentile	20
Q1	30
median	50
Q3	50
95-th percentile	60
Maximum	90
Range	80
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.762575
Coefficient of variation (CV)	0.33287952
Kurtosis	-0.68064432
Mean	41.344013
Median Absolute Deviation (MAD)	10
Skewness	-0.1963424
Sum	36125200
Variance	189.40848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
50	334945	38.3%
30	164635	18.8%
20	128374	14.7%
40	127447	14.6%
60	87067	10.0%
70	16313	1.9%
10	11343	1.3%
80	3405	0.4%
90	242	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	11343	1.3%
20	128374	14.7%
30	164635	18.8%
40	127447	14.6%
50	334945	38.3%
60	87067	10.0%
70	16313	1.9%
80	3405	0.4%
90	242	< 0.1%

Value	Count	Frequency (%)
90	242	< 0.1%
80	3405	0.4%
70	16313	1.9%
60	87067	10.0%
50	334945	38.3%
40	127447	14.6%
30	164635	18.8%
20	128374	14.7%
10	11343	1.3%

days_since_request
Real number (ℝ)

Distinct	865279
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.90266726

Minimum	3.1127908 × 10^-8
Maximum	76.577505
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	3.1127908 × 10^-8
5-th percentile	0.0014613274
Q1	0.0074489926
median	0.015671089
Q3	0.026930162
95-th percentile	3.64326
Maximum	76.577505
Range	76.577505
Interquartile range (IQR)	0.01948117

Descriptive statistics

Standard deviation	4.9968128
Coefficient of variation (CV)	5.5356088
Kurtosis	123.73928
Mean	0.90266726
Median Absolute Deviation (MAD)	0.0092771511
Skewness	9.9755303
Sum	788724.47
Variance	24.968138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.03616591121	3	< 0.1%
0.02945316245	3	< 0.1%
0.0311412944	3	< 0.1%
0.01237874718	3	< 0.1%
0.03287823666	3	< 0.1%
0.02374267585	3	< 0.1%
0.01103061488	3	< 0.1%
0.02407011562	3	< 0.1%
0.03037560463	3	< 0.1%
0.01496612873	3	< 0.1%
Other values (865269)	873741	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.112790756 × 10^-8	1	< 0.1%
4.284949667 × 10^-8	1	< 0.1%
6.467590399 × 10^-8	1	< 0.1%
6.668673265 × 10^-8	1	< 0.1%
8.972571815 × 10^-8	1	< 0.1%
1.184335368 × 10^-7	1	< 0.1%
1.636929874 × 10^-7	1	< 0.1%
1.936133843 × 10^-7	1	< 0.1%
2.340225221 × 10^-7	1	< 0.1%
2.459462076 × 10^-7	1	< 0.1%

Value	Count	Frequency (%)
76.57750471	1	< 0.1%
76.44178416	1	< 0.1%
76.35261379	1	< 0.1%
76.28622045	1	< 0.1%
76.10338234	1	< 0.1%
76.0644503	1	< 0.1%
76.03996532	1	< 0.1%
75.77016058	1	< 0.1%
75.54222839	1	< 0.1%
75.53508479	1	< 0.1%

intended_balcon_amount
Real number (ℝ)

Distinct	869846
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5544251

Minimum	-15.537329
Maximum	112.7025
Zeros	0
Zeros (%)	0.0%
Negative	656667
Negative (%)	75.2%
Memory size	13.3 MiB

Quantile statistics

Minimum	-15.537329
5-th percentile	-1.5820049
Q1	-1.1797634
median	-0.83456112
Q3	-0.065957132
95-th percentile	50.452651
Maximum	112.7025
Range	128.23983
Interquartile range (IQR)	1.1138063

Descriptive statistics

Standard deviation	20.528247
Coefficient of variation (CV)	2.3997225
Kurtosis	7.2088592
Mean	8.5544251
Median Absolute Deviation (MAD)	0.41419289
Skewness	2.5851221
Sum	7474608.5
Variance	421.40891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.6157640927	3	< 0.1%
-1.302431331	3	< 0.1%
-0.89533763	3	< 0.1%
-0.8159297155	3	< 0.1%
-1.335378318	3	< 0.1%
-1.271576718	3	< 0.1%
-0.4385565498	3	< 0.1%
-0.8058495668	3	< 0.1%
-1.876408522	3	< 0.1%
-0.6140923978	3	< 0.1%
Other values (869836)	873741	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15.5373287	1	< 0.1%
-14.98174304	1	< 0.1%
-14.46186413	1	< 0.1%
-14.24921104	1	< 0.1%
-14.09788792	1	< 0.1%
-14.0649795	1	< 0.1%
-13.50054653	1	< 0.1%
-13.48327333	1	< 0.1%
-13.15491677	1	< 0.1%
-13.10520997	1	< 0.1%

Value	Count	Frequency (%)
112.7025044	1	< 0.1%
112.613538	1	< 0.1%
112.4807053	1	< 0.1%
112.4618379	1	< 0.1%
112.3336455	1	< 0.1%
112.3298244	1	< 0.1%
112.1683185	1	< 0.1%
112.0994771	1	< 0.1%
112.0909752	1	< 0.1%
112.0881011	1	< 0.1%

payment_type
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

AB	348705
AA	217944
AC	215904
AD	91011
AE	207

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1747542
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AC
2nd row	AA
3rd row	AB
4th row	AB
5th row	AC

Common Values

Value	Count	Frequency (%)
AB	348705	39.9%
AA	217944	24.9%
AC	215904	24.7%
AD	91011	10.4%
AE	207	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ab	348705	39.9%
aa	217944	24.9%
ac	215904	24.7%
ad	91011	10.4%
ae	207	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	1091715	62.5%
B	348705	20.0%
C	215904	12.4%
D	91011	5.2%
E	207	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1747542	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1091715	62.5%
B	348705	20.0%
C	215904	12.4%
D	91011	5.2%
E	207	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1747542	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1091715	62.5%
B	348705	20.0%
C	215904	12.4%
D	91011	5.2%
E	207	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1747542	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1091715	62.5%
B	348705	20.0%
C	215904	12.4%
D	91011	5.2%
E	207	< 0.1%

zip_count_4w
Real number (ℝ)

Distinct	6222
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1517.7524

Minimum	1
Maximum	6650
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	1
5-th percentile	492
Q1	886
median	1208
Q3	1844
95-th percentile	3544
Maximum	6650
Range	6649
Interquartile range (IQR)	958

Descriptive statistics

Standard deviation	965.19486
Coefficient of variation (CV)	0.63593695
Kurtosis	2.4504298
Mean	1517.7524
Median Absolute Deviation (MAD)	413
Skewness	1.5415001
Sum	1.3261681 × 10⁹
Variance	931601.11
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1014	774	0.1%
924	771	0.1%
1023	770	0.1%
1021	768	0.1%
1048	764	0.1%
1062	761	0.1%
1054	759	0.1%
1033	753	0.1%
1065	752	0.1%
1093	750	0.1%
Other values (6212)	866149	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	5	< 0.1%
3	6	< 0.1%
4	2	< 0.1%
5	5	< 0.1%
6	4	< 0.1%
7	4	< 0.1%
8	6	< 0.1%
9	4	< 0.1%
10	9	< 0.1%

Value	Count	Frequency (%)
6650	1	< 0.1%
6593	1	< 0.1%
6557	1	< 0.1%
6553	1	< 0.1%
6526	2	< 0.1%
6513	1	< 0.1%
6511	1	< 0.1%
6506	1	< 0.1%
6501	1	< 0.1%
6456	1	< 0.1%

velocity_6h
Real number (ℝ)

Distinct	872758
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5490.9805

Minimum	-174.10969
Maximum	16754.959
Zeros	0
Zeros (%)	0.0%
Negative	41
Negative (%)	< 0.1%
Memory size	13.3 MiB

Quantile statistics

Minimum	-174.10969
5-th percentile	1222.4558
Q1	3335.1508
median	5190.9873
Q3	7369.1093
95-th percentile	10877.642
Maximum	16754.959
Range	16929.069
Interquartile range (IQR)	4033.9585

Descriptive statistics

Standard deviation	2940.4648
Coefficient of variation (CV)	0.53550815
Kurtosis	0.14320413
Mean	5490.9805
Median Absolute Deviation (MAD)	1995.2764
Skewness	0.60034026
Sum	4.7978595 × 10⁹
Variance	8646333.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5869.79409	3	< 0.1%
4357.718504	2	< 0.1%
6468.32805	2	< 0.1%
8320.884439	2	< 0.1%
6533.099612	2	< 0.1%
9981.169134	2	< 0.1%
5599.419169	2	< 0.1%
6205.461737	2	< 0.1%
5480.725671	2	< 0.1%
6859.698613	2	< 0.1%
Other values (872748)	873750	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-174.1096908	1	< 0.1%
-155.4307304	1	< 0.1%
-130.456928	1	< 0.1%
-113.0468992	1	< 0.1%
-110.7034762	1	< 0.1%
-106.9782971	1	< 0.1%
-96.51829979	1	< 0.1%
-84.13861148	1	< 0.1%
-77.95925234	1	< 0.1%
-75.12062215	1	< 0.1%

Value	Count	Frequency (%)
16754.95902	1	< 0.1%
16754.20092	1	< 0.1%
16701.86995	1	< 0.1%
16573.28576	1	< 0.1%
16558.19839	1	< 0.1%
16528.15786	1	< 0.1%
16517.25703	1	< 0.1%
16515.61382	1	< 0.1%
16490.82418	1	< 0.1%
16472.27084	1	< 0.1%

velocity_24h
Real number (ℝ)

Distinct	873005
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4660.4553

Minimum	1322.3252
Maximum	9539.3565
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	1322.3252
5-th percentile	2550.9065
Q1	3502.7137
median	4639.5885
Q3	5590.4609
95-th percentile	7265.4883
Maximum	9539.3565
Range	8217.0314
Interquartile range (IQR)	2087.7472

Descriptive statistics

Standard deviation	1451.2839
Coefficient of variation (CV)	0.31140388
Kurtosis	-0.19749582
Mean	4660.4553
Median Absolute Deviation (MAD)	1050.579
Skewness	0.42395826
Sum	4.0721707 × 10⁹
Variance	2106224.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5083.929288	3	< 0.1%
5594.539998	3	< 0.1%
4197.278153	3	< 0.1%
4666.202568	2	< 0.1%
2687.260245	2	< 0.1%
5094.80985	2	< 0.1%
3251.704441	2	< 0.1%
4073.990924	2	< 0.1%
5115.233287	2	< 0.1%
7765.362249	2	< 0.1%
Other values (872995)	873748	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1322.325176	1	< 0.1%
1326.681151	1	< 0.1%
1327.867307	1	< 0.1%
1330.702283	1	< 0.1%
1344.745469	1	< 0.1%
1346.622214	1	< 0.1%
1348.830318	1	< 0.1%
1366.255299	1	< 0.1%
1375.367356	1	< 0.1%
1375.998099	1	< 0.1%

Value	Count	Frequency (%)
9539.35653	1	< 0.1%
9511.544062	1	< 0.1%
9505.599398	1	< 0.1%
9505.181514	1	< 0.1%
9501.092895	1	< 0.1%
9478.93622	1	< 0.1%
9474.913485	1	< 0.1%
9472.491584	1	< 0.1%
9468.552375	1	< 0.1%
9456.593159	1	< 0.1%

velocity_4w
Real number (ℝ)

Distinct	872391
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4734.2333

Minimum	2870.5916
Maximum	7019.201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	2870.5916
5-th percentile	3115.4876
Q1	4238.4767
median	4813.6843
Q3	5331.9199
95-th percentile	6320.1441
Maximum	7019.201
Range	4148.6094
Interquartile range (IQR)	1093.4431

Descriptive statistics

Standard deviation	870.96841
Coefficient of variation (CV)	0.18397243
Kurtosis	-0.25252099
Mean	4734.2333
Median Absolute Deviation (MAD)	558.5276
Skewness	-0.0093433282
Sum	4.1366358 × 10⁹
Variance	758585.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4358.685619	3	< 0.1%
3480.307357	3	< 0.1%
4314.579619	3	< 0.1%
4237.957845	3	< 0.1%
3162.825911	2	< 0.1%
4341.600766	2	< 0.1%
5507.776576	2	< 0.1%
5622.808849	2	< 0.1%
4444.794261	2	< 0.1%
4300.82964	2	< 0.1%
Other values (872381)	873747	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2870.591613	1	< 0.1%
2896.415063	1	< 0.1%
2918.632222	1	< 0.1%
2919.806878	1	< 0.1%
2920.415951	1	< 0.1%
2921.590392	1	< 0.1%
2922.163499	1	< 0.1%
2922.47631	1	< 0.1%
2926.560489	1	< 0.1%
2928.591401	1	< 0.1%

Value	Count	Frequency (%)
7019.20103	1	< 0.1%
6977.711782	1	< 0.1%
6970.521948	1	< 0.1%
6961.908358	1	< 0.1%
6955.383287	1	< 0.1%
6942.150889	1	< 0.1%
6941.960129	1	< 0.1%
6940.29743	1	< 0.1%
6938.88494	1	< 0.1%
6938.768203	1	< 0.1%

bank_branch_count_8w
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2317
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.93924

Minimum	0
Maximum	2377
Zeros	123789
Zeros (%)	14.2%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	10
Q3	31
95-th percentile	1485
Maximum	2377
Range	2377
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	473.42035
Coefficient of variation (CV)	2.3560374
Kurtosis	5.5781624
Mean	200.93924
Median Absolute Deviation (MAD)	9
Skewness	2.5742731
Sum	1.7557488 × 10⁸
Variance	224126.83
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	130727	15.0%
0	123789	14.2%
2	51114	5.8%
11	26226	3.0%
10	25876	3.0%
12	25779	3.0%
13	24477	2.8%
9	24242	2.8%
14	22103	2.5%
8	22008	2.5%
Other values (2307)	397430	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	123789	14.2%
1	130727	15.0%
2	51114	5.8%
3	14145	1.6%
4	11488	1.3%
5	13852	1.6%
6	16681	1.9%
7	19513	2.2%
8	22008	2.5%
9	24242	2.8%

Value	Count	Frequency (%)
2377	1	< 0.1%
2360	1	< 0.1%
2357	1	< 0.1%
2355	2	< 0.1%
2348	1	< 0.1%
2347	1	< 0.1%
2346	1	< 0.1%
2345	1	< 0.1%
2342	1	< 0.1%
2339	1	< 0.1%

employment_status
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

CA	598651
CB	118080
CC	77698
CF	39257
CD	23311
Other values (2)	16774

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1747542
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CC
2nd row	CF
3rd row	CC
4th row	CA
5th row	CA

Common Values

Value	Count	Frequency (%)
CA	598651	68.5%
CB	118080	13.5%
CC	77698	8.9%
CF	39257	4.5%
CD	23311	2.7%
CE	16341	1.9%
CG	433	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ca	598651	68.5%
cb	118080	13.5%
cc	77698	8.9%
cf	39257	4.5%
cd	23311	2.7%
ce	16341	1.9%
cg	433	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
C	951469	54.4%
A	598651	34.3%
B	118080	6.8%
F	39257	2.2%
D	23311	1.3%
E	16341	0.9%
G	433	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1747542	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	951469	54.4%
A	598651	34.3%
B	118080	6.8%
F	39257	2.2%
D	23311	1.3%
E	16341	0.9%
G	433	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1747542	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	951469	54.4%
A	598651	34.3%
B	118080	6.8%
F	39257	2.2%
D	23311	1.3%
E	16341	0.9%
G	433	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1747542	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	951469	54.4%
A	598651	34.3%
B	118080	6.8%
F	39257	2.2%
D	23311	1.3%
E	16341	0.9%
G	433	< 0.1%

credit_risk_score
Real number (ℝ)

Distinct	543
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	139.2571

Minimum	-177
Maximum	387
Zeros	384
Zeros (%)	< 0.1%
Negative	10610
Negative (%)	1.2%
Memory size	13.3 MiB

Quantile statistics

Minimum	-177
5-th percentile	33
Q1	90
median	130
Q3	188
95-th percentile	267
Maximum	387
Range	564
Interquartile range (IQR)	98

Descriptive statistics

Standard deviation	71.432183
Coefficient of variation (CV)	0.51295182
Kurtosis	-0.031287329
Mean	139.2571
Median Absolute Deviation (MAD)	48
Skewness	0.28051542
Sum	1.2167881 × 10⁸
Variance	5102.5567
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	5913	0.7%
108	5861	0.7%
113	5851	0.7%
116	5815	0.7%
115	5787	0.7%
112	5782	0.7%
107	5723	0.7%
106	5714	0.7%
109	5711	0.7%
105	5682	0.7%
Other values (533)	815932	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-177	1	< 0.1%
-164	2	< 0.1%
-162	1	< 0.1%
-161	2	< 0.1%
-160	1	< 0.1%
-157	3	< 0.1%
-154	2	< 0.1%
-153	1	< 0.1%
-152	1	< 0.1%
-150	6	< 0.1%

Value	Count	Frequency (%)
387	3	< 0.1%
386	3	< 0.1%
383	2	< 0.1%
382	1	< 0.1%
380	4	< 0.1%
378	2	< 0.1%
377	7	< 0.1%
376	6	< 0.1%
375	4	< 0.1%
374	7	< 0.1%

housing_status
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

BC	293000
BB	263061
BA	188394
BE	104493
BD	23146
Other values (2)	1677

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1747542
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BB
2nd row	BA
3rd row	BA
4th row	BE
5th row	BB

Common Values

Value	Count	Frequency (%)
BC	293000	33.5%
BB	263061	30.1%
BA	188394	21.6%
BE	104493	12.0%
BD	23146	2.6%
BF	1443	0.2%
BG	234	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bc	293000	33.5%
bb	263061	30.1%
ba	188394	21.6%
be	104493	12.0%
bd	23146	2.6%
bf	1443	0.2%
bg	234	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
B	1136832	65.1%
C	293000	16.8%
A	188394	10.8%
E	104493	6.0%
D	23146	1.3%
F	1443	0.1%
G	234	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1747542	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	1136832	65.1%
C	293000	16.8%
A	188394	10.8%
E	104493	6.0%
D	23146	1.3%
F	1443	0.1%
G	234	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1747542	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	1136832	65.1%
C	293000	16.8%
A	188394	10.8%
E	104493	6.0%
D	23146	1.3%
F	1443	0.1%
G	234	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1747542	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	1136832	65.1%
C	293000	16.8%
A	188394	10.8%
E	104493	6.0%
D	23146	1.3%
F	1443	0.1%
G	234	< 0.1%

bank_months_count
Real number (ℝ)

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.140093

Minimum	-1
Maximum	32
Zeros	0
Zeros (%)	0.0%
Negative	215991
Negative (%)	24.7%
Memory size	13.3 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	1
median	6
Q3	25
95-th percentile	30
Maximum	32
Range	33
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	12.12594
Coefficient of variation (CV)	1.0884954
Kurtosis	-1.4595453
Mean	11.140093
Median Absolute Deviation (MAD)	7
Skewness	0.45256011
Sum	9733890
Variance	147.03841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
-1	215991	24.7%
1	157374	18.0%
28	70915	8.1%
15	52506	6.0%
30	49165	5.6%
31	41364	4.7%
10	38504	4.4%
25	37025	4.2%
5	27891	3.2%
20	27096	3.1%
Other values (23)	155940	17.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	215991	24.7%
1	157374	18.0%
2	23274	2.7%
3	7031	0.8%
4	3965	0.5%
5	27891	3.2%
6	16199	1.9%
7	695	0.1%
8	39	< 0.1%
9	5286	0.6%

Value	Count	Frequency (%)
32	19	< 0.1%
31	41364	4.7%
30	49165	5.6%
29	8595	1.0%
28	70915	8.1%
27	3953	0.5%
26	21698	2.5%
25	37025	4.2%
24	1594	0.2%
23	230	< 0.1%

has_other_cards
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

0.0	655869
1.0	217902

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	655869	75.1%
1.0	217902	24.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	655869	75.1%
1.0	217902	24.9%

Most occurring characters

Value	Count	Frequency (%)
0	1529640	58.4%
.	873771	33.3%
1	217902	8.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1529640	87.5%
1	217902	12.5%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1529640	58.4%
.	873771	33.3%
1	217902	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1529640	58.4%
.	873771	33.3%
1	217902	8.3%

proposed_credit_limit
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	551.56971

Minimum	190
Maximum	2100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	190
5-th percentile	200
Q1	200
median	200
Q3	1000
95-th percentile	1500
Maximum	2100
Range	1910
Interquartile range (IQR)	800

Descriptive statistics

Standard deviation	506.76324
Coefficient of variation (CV)	0.91876553
Kurtosis	-0.23719709
Mean	551.56971
Median Absolute Deviation (MAD)	0
Skewness	1.1431155
Sum	4.8194562 × 10⁸
Variance	256808.98
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
200	506684	58.0%
1500	142808	16.3%
500	122477	14.0%
1000	79880	9.1%
2000	6995	0.8%
990	6732	0.8%
510	6344	0.7%
490	781	0.1%
210	507	0.1%
1900	404	< 0.1%
Other values (2)	159	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
190	106	< 0.1%
200	506684	58.0%
210	507	0.1%
490	781	0.1%
500	122477	14.0%
510	6344	0.7%
990	6732	0.8%
1000	79880	9.1%
1500	142808	16.3%
1900	404	< 0.1%

Value	Count	Frequency (%)
2100	53	< 0.1%
2000	6995	0.8%
1900	404	< 0.1%
1500	142808	16.3%
1000	79880	9.1%
990	6732	0.8%
510	6344	0.7%
500	122477	14.0%
490	781	0.1%
210	507	0.1%

foreign_request
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

0.0	852843
1.0	20928

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	852843	97.6%
1.0	20928	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	852843	97.6%
1.0	20928	2.4%

Most occurring characters

Value	Count	Frequency (%)
0	1726614	65.9%
.	873771	33.3%
1	20928	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1726614	98.8%
1	20928	1.2%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1726614	65.9%
.	873771	33.3%
1	20928	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1726614	65.9%
.	873771	33.3%
1	20928	0.8%

source
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

INTERNET	867069
TELEAPP	6702

Length

Max length	8
Median length	8
Mean length	7.9923298
Min length	7

Characters and Unicode

Total characters	6983466
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INTERNET
2nd row	INTERNET
3rd row	INTERNET
4th row	INTERNET
5th row	INTERNET

Common Values

Value	Count	Frequency (%)
INTERNET	867069	99.2%
TELEAPP	6702	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
internet	867069	99.2%
teleapp	6702	0.8%

Most occurring characters

Value	Count	Frequency (%)
E	1747542	25.0%
T	1740840	24.9%
N	1734138	24.8%
I	867069	12.4%
R	867069	12.4%
P	13404	0.2%
L	6702	0.1%
A	6702	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	6983466	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	1747542	25.0%
T	1740840	24.9%
N	1734138	24.8%
I	867069	12.4%
R	867069	12.4%
P	13404	0.2%
L	6702	0.1%
A	6702	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6983466	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	1747542	25.0%
T	1740840	24.9%
N	1734138	24.8%
I	867069	12.4%
R	867069	12.4%
P	13404	0.2%
L	6702	0.1%
A	6702	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6983466	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	1747542	25.0%
T	1740840	24.9%
N	1734138	24.8%
I	867069	12.4%
R	867069	12.4%
P	13404	0.2%
L	6702	0.1%
A	6702	0.1%

session_length_in_minutes
Real number (ℝ)

Distinct	869648
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.8145523

Minimum	-1
Maximum	85.567848
Zeros	0
Zeros (%)	0.0%
Negative	1959
Negative (%)	0.2%
Memory size	13.3 MiB

Quantile statistics

Minimum	-1
5-th percentile	1.2661364
Q1	3.1504115
median	5.2464566
Q3	9.3669249
95-th percentile	22.532236
Maximum	85.567848
Range	86.567848
Interquartile range (IQR)	6.2165133

Descriptive statistics

Standard deviation	8.238858
Coefficient of variation (CV)	1.0542969
Kurtosis	13.689576
Mean	7.8145523
Median Absolute Deviation (MAD)	2.742281
Skewness	3.1545882
Sum	6828129.2
Variance	67.878781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	1959	0.2%
4.455781343	3	< 0.1%
4.766375488	3	< 0.1%
4.706080005	3	< 0.1%
5.369191087	3	< 0.1%
5.771883817	3	< 0.1%
3.155039553	3	< 0.1%
4.317986256	3	< 0.1%
8.993731516	3	< 0.1%
5.220271233	2	< 0.1%
Other values (869638)	871786	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	1959	0.2%
4.088611726 × 10^-5	1	< 0.1%
0.001224497171	1	< 0.1%
0.00149964329	1	< 0.1%
0.001894059749	1	< 0.1%
0.003472779563	1	< 0.1%
0.004286417425	1	< 0.1%
0.006187519682	1	< 0.1%
0.007119304742	1	< 0.1%
0.007424412727	1	< 0.1%

Value	Count	Frequency (%)
85.5678478	1	< 0.1%
85.16199762	1	< 0.1%
84.17860796	1	< 0.1%
83.37677458	1	< 0.1%
82.69866386	1	< 0.1%
82.34065183	1	< 0.1%
82.30868693	1	< 0.1%
81.95029589	1	< 0.1%
81.89104262	1	< 0.1%
81.83908038	1	< 0.1%

device_os
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

linux	294611
windows	265898
other	262159
macintosh	43852
x11	7251

Length

Max length	9
Median length	5
Mean length	5.7927729
Min length	3

Characters and Unicode

Total characters	5061557
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	windows
2nd row	linux
3rd row	linux
4th row	windows
5th row	other

Common Values

Value	Count	Frequency (%)
linux	294611	33.7%
windows	265898	30.4%
other	262159	30.0%
macintosh	43852	5.0%
x11	7251	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
linux	294611	33.7%
windows	265898	30.4%
other	262159	30.0%
macintosh	43852	5.0%
x11	7251	0.8%

Most occurring characters

Value	Count	Frequency (%)
i	604361	11.9%
n	604361	11.9%
o	571909	11.3%
w	531796	10.5%
s	309750	6.1%
h	306011	6.0%
t	306011	6.0%
x	301862	6.0%
l	294611	5.8%
u	294611	5.8%
Other values (7)	936274	18.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5047055	99.7%
Decimal Number	14502	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	604361	12.0%
n	604361	12.0%
o	571909	11.3%
w	531796	10.5%
s	309750	6.1%
h	306011	6.1%
t	306011	6.1%
x	301862	6.0%
l	294611	5.8%
u	294611	5.8%
Other values (6)	921772	18.3%

Decimal Number

Value	Count	Frequency (%)
1	14502	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5047055	99.7%
Common	14502	0.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	604361	12.0%
n	604361	12.0%
o	571909	11.3%
w	531796	10.5%
s	309750	6.1%
h	306011	6.1%
t	306011	6.1%
x	301862	6.0%
l	294611	5.8%
u	294611	5.8%
Other values (6)	921772	18.3%

Common

Value	Count	Frequency (%)
1	14502	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5061557	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	604361	11.9%
n	604361	11.9%
o	571909	11.3%
w	531796	10.5%
s	309750	6.1%
h	306011	6.0%
t	306011	6.0%
x	301862	6.0%
l	294611	5.8%
u	294611	5.8%
Other values (7)	936274	18.5%

keep_alive_session
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

1.0	485669
0.0	388102

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	485669	55.6%
0.0	388102	44.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	485669	55.6%
0.0	388102	44.4%

Most occurring characters

Value	Count	Frequency (%)
0	1261873	48.1%
.	873771	33.3%
1	485669	18.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1261873	72.2%
1	485669	27.8%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1261873	48.1%
.	873771	33.3%
1	485669	18.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1261873	48.1%
.	873771	33.3%
1	485669	18.5%

device_fraud_count
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

0.0	873771

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	873771	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	873771	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	1747542	66.7%
.	873771	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1747542	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1747542	66.7%
.	873771	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1747542	66.7%
.	873771	33.3%

month
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6576838

Minimum	0
Maximum	7
Zeros	70015
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	5
95-th percentile	7
Maximum	7
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.1170502
Coefficient of variation (CV)	0.57879531
Kurtosis	-1.0857408
Mean	3.6576838
Median Absolute Deviation (MAD)	2
Skewness	-0.057323507
Sum	3195978
Variance	4.4819016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	136716	15.6%
5	128765	14.7%
2	124587	14.3%
6	118909	13.6%
4	110464	12.6%
7	92201	10.6%
1	92114	10.5%
0	70015	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70015	8.0%
1	92114	10.5%
2	124587	14.3%
3	136716	15.6%
4	110464	12.6%
5	128765	14.7%
6	118909	13.6%
7	92201	10.6%

Value	Count	Frequency (%)
7	92201	10.6%
6	118909	13.6%
5	128765	14.7%
4	110464	12.6%
3	136716	15.6%
2	124587	14.3%
1	92114	10.5%
0	70015	8.0%

x1
Real number (ℝ)

Distinct	873771
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.014021731

Minimum	-4.9778644
Maximum	6.4348669
Zeros	0
Zeros (%)	0.0%
Negative	434566
Negative (%)	49.7%
Memory size	13.3 MiB

Quantile statistics

Minimum	-4.9778644
5-th percentile	-1.6364132
Q1	-0.66833462
median	0.0067719363
Q3	0.68669255
95-th percentile	1.683451
Maximum	6.4348669
Range	11.412731
Interquartile range (IQR)	1.3550272

Descriptive statistics

Standard deviation	1.0133589
Coefficient of variation (CV)	72.270599
Kurtosis	0.14866166
Mean	0.014021731
Median Absolute Deviation (MAD)	0.67750554
Skewness	0.065740992
Sum	12251.782
Variance	1.0268962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2454254967	1	< 0.1%
1.091610993	1	< 0.1%
-1.684353636	1	< 0.1%
-0.5948183507	1	< 0.1%
1.183680351	1	< 0.1%
0.6453621952	1	< 0.1%
0.7316638251	1	< 0.1%
0.6154852637	1	< 0.1%
-0.6891639454	1	< 0.1%
-0.3644606082	1	< 0.1%
Other values (873761)	873761	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.977864446	1	< 0.1%
-4.913331616	1	< 0.1%
-4.852117653	1	< 0.1%
-4.659952967	1	< 0.1%
-4.602974619	1	< 0.1%
-4.446632241	1	< 0.1%
-4.371314395	1	< 0.1%
-4.365340579	1	< 0.1%
-4.233164797	1	< 0.1%
-4.215015696	1	< 0.1%

Value	Count	Frequency (%)
6.434866931	1	< 0.1%
5.938492819	1	< 0.1%
5.647253063	1	< 0.1%
5.605919708	1	< 0.1%
5.518075554	1	< 0.1%
5.497664426	1	< 0.1%
5.481411648	1	< 0.1%
5.35703142	1	< 0.1%
5.335605496	1	< 0.1%
5.187241498	1	< 0.1%

x2
Real number (ℝ)

Distinct	873771
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.011190994

Minimum	-4.8464137
Maximum	6.5424922
Zeros	0
Zeros (%)	0.0%
Negative	434928
Negative (%)	49.8%
Memory size	13.3 MiB

Quantile statistics

Minimum	-4.8464137
5-th percentile	-1.6390596
Q1	-0.67030641
median	0.0054820987
Q3	0.68343093
95-th percentile	1.680323
Maximum	6.5424922
Range	11.388906
Interquartile range (IQR)	1.3537373

Descriptive statistics

Standard deviation	1.0124485
Coefficient of variation (CV)	90.469936
Kurtosis	0.14941181
Mean	0.011190994
Median Absolute Deviation (MAD)	0.676845
Skewness	0.066481802
Sum	9778.3657
Variance	1.0250519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5688111699	1	< 0.1%
0.7847696708	1	< 0.1%
-0.3028992772	1	< 0.1%
0.7239570562	1	< 0.1%
-1.026552534	1	< 0.1%
-1.400658215	1	< 0.1%
-0.6999454384	1	< 0.1%
-0.3641903631	1	< 0.1%
0.6152949403	1	< 0.1%
-0.9887335944	1	< 0.1%
Other values (873761)	873761	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.846413733	1	< 0.1%
-4.783369547	1	< 0.1%
-4.618998589	1	< 0.1%
-4.433939506	1	< 0.1%
-4.426691766	1	< 0.1%
-4.3132024	1	< 0.1%
-4.302575372	1	< 0.1%
-4.296208593	1	< 0.1%
-4.28748851	1	< 0.1%
-4.257022333	1	< 0.1%

Value	Count	Frequency (%)
6.542492182	1	< 0.1%
6.284777011	1	< 0.1%
6.028632545	1	< 0.1%
5.951461793	1	< 0.1%
5.640478546	1	< 0.1%
5.487140277	1	< 0.1%
5.460212461	1	< 0.1%
5.33297376	1	< 0.1%
5.307578982	1	< 0.1%
5.217863628	1	< 0.1%

name_email_similarity
Real number (ℝ)

Distinct	872778
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48771499

Minimum	5.0247067 × 10^-8
Maximum	0.99999996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	5.0247067 × 10^-8
5-th percentile	0.067003863
Q1	0.21468263
median	0.48603337
Q3	0.75462222
95-th percentile	0.91665107
Maximum	0.99999996
Range	0.99999991
Interquartile range (IQR)	0.53993959

Descriptive statistics

Standard deviation	0.29142273
Coefficient of variation (CV)	0.59752671
Kurtosis	-1.3088828
Mean	0.48771499
Median Absolute Deviation (MAD)	0.27010353
Skewness	0.070488446
Sum	426151.21
Variance	0.084927208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2109296852	2	< 0.1%
0.05250157594	2	< 0.1%
0.04880374526	2	< 0.1%
0.2819466904	2	< 0.1%
0.9945857595	2	< 0.1%
0.994774264	2	< 0.1%
0.8909590182	2	< 0.1%
0.8704729145	2	< 0.1%
0.7761421341	2	< 0.1%
0.3639866709	2	< 0.1%
Other values (872768)	873751	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.024706719 × 10^-8	1	< 0.1%
7.898993833 × 10^-7	1	< 0.1%
6.11675322 × 10^-6	1	< 0.1%
8.85821685 × 10^-6	1	< 0.1%
1.887405922 × 10^-5	1	< 0.1%
2.022443363 × 10^-5	1	< 0.1%
2.116087418 × 10^-5	1	< 0.1%
2.539521405 × 10^-5	1	< 0.1%
3.198422688 × 10^-5	1	< 0.1%
3.548570023 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9999999633	1	< 0.1%
0.9999998641	1	< 0.1%
0.9999996731	1	< 0.1%
0.9999990265	1	< 0.1%
0.9999984639	1	< 0.1%
0.9999982377	1	< 0.1%
0.9999981359	1	< 0.1%
0.9999977445	1	< 0.1%
0.9999976263	1	< 0.1%
0.9999974194	1	< 0.1%

date_of_birth_distinct_emails_4w
Real number (ℝ)

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7732907

Minimum	0
Maximum	39
Zeros	3174
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	13.3 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	7
Q3	11
95-th percentile	17
Maximum	39
Range	39
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.8153014
Coefficient of variation (CV)	0.61946756
Kurtosis	1.0324455
Mean	7.7732907
Median Absolute Deviation (MAD)	3
Skewness	0.99832431
Sum	6792076
Variance	23.187128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
5	94762	10.8%
6	84497	9.7%
4	80098	9.2%
7	75965	8.7%
8	64667	7.4%
3	62971	7.2%
2	62764	7.2%
9	48279	5.5%
11	47740	5.5%
10	40536	4.6%
Other values (30)	211492	24.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3174	0.4%
1	30406	3.5%
2	62764	7.2%
3	62971	7.2%
4	80098	9.2%
5	94762	10.8%
6	84497	9.7%
7	75965	8.7%
8	64667	7.4%
9	48279	5.5%

Value	Count	Frequency (%)
39	1	< 0.1%
38	4	< 0.1%
37	8	< 0.1%
36	12	< 0.1%
35	40	< 0.1%
34	49	< 0.1%
33	63	< 0.1%
32	101	< 0.1%
31	134	< 0.1%
30	196	< 0.1%

email_is_free
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

1.0	453162
0.0	420609

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	453162	51.9%
0.0	420609	48.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	453162	51.9%
0.0	420609	48.1%

Most occurring characters

Value	Count	Frequency (%)
0	1294380	49.4%
.	873771	33.3%
1	453162	17.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1294380	74.1%
1	453162	25.9%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1294380	49.4%
.	873771	33.3%
1	453162	17.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1294380	49.4%
.	873771	33.3%
1	453162	17.3%

device_distinct_emails_8w
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

1.0	842074
2.0	25681
0.0	5735
-1.0	281

Length

Max length	4
Median length	3
Mean length	3.0003216
Min length	3

Characters and Unicode

Total characters	2621594
Distinct characters	5
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	842074	96.4%
2.0	25681	2.9%
0.0	5735	0.7%
-1.0	281	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	842355	96.4%
2.0	25681	2.9%
0.0	5735	0.7%

Most occurring characters

Value	Count	Frequency (%)
0	879506	33.5%
.	873771	33.3%
1	842355	32.1%
2	25681	1.0%
-	281	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%
Dash Punctuation	281	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	879506	50.3%
1	842355	48.2%
2	25681	1.5%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	281	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621594	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	879506	33.5%
.	873771	33.3%
1	842355	32.1%
2	25681	1.0%
-	281	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621594	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	879506	33.5%
.	873771	33.3%
1	842355	32.1%
2	25681	1.0%
-	281	< 0.1%

phone_home_valid
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

0.0	442588
1.0	431183

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	442588	50.7%
1.0	431183	49.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	442588	50.7%
1.0	431183	49.3%

Most occurring characters

Value	Count	Frequency (%)
0	1316359	50.2%
.	873771	33.3%
1	431183	16.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1316359	75.3%
1	431183	24.7%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1316359	50.2%
.	873771	33.3%
1	431183	16.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1316359	50.2%
.	873771	33.3%
1	431183	16.4%

phone_mobile_valid
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

1.0	748761
0.0	125010

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	748761	85.7%
0.0	125010	14.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	748761	85.7%
0.0	125010	14.3%

Most occurring characters

Value	Count	Frequency (%)
0	998781	38.1%
.	873771	33.3%
1	748761	28.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	998781	57.2%
1	748761	42.8%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	998781	38.1%
.	873771	33.3%
1	748761	28.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	998781	38.1%
.	873771	33.3%
1	748761	28.6%

segmentacion_etaria
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

Adulto	627027
Adulto-Joven	128374
Persona Mayor	107027
Joven	11343

Length

Max length	13
Median length	6
Mean length	7.7259557
Min length	5

Characters and Unicode

Total characters	6750716
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Persona Mayor
2nd row	Adulto
3rd row	Adulto
4th row	Adulto
5th row	Adulto

Common Values

Value	Count	Frequency (%)
Adulto	627027	71.8%
Adulto-Joven	128374	14.7%
Persona Mayor	107027	12.2%
Joven	11343	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
adulto	627027	63.9%
adulto-joven	128374	13.1%
persona	107027	10.9%
mayor	107027	10.9%
joven	11343	1.2%

Most occurring characters

Value	Count	Frequency (%)
o	1109172	16.4%
A	755401	11.2%
d	755401	11.2%
u	755401	11.2%
l	755401	11.2%
t	755401	11.2%
n	246744	3.7%
e	246744	3.7%
r	214054	3.2%
a	214054	3.2%
Other values (8)	942943	14.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5406143	80.1%
Uppercase Letter	1109172	16.4%
Dash Punctuation	128374	1.9%
Space Separator	107027	1.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	1109172	20.5%
d	755401	14.0%
u	755401	14.0%
l	755401	14.0%
t	755401	14.0%
n	246744	4.6%
e	246744	4.6%
r	214054	4.0%
a	214054	4.0%
v	139717	2.6%
Other values (2)	214054	4.0%

Uppercase Letter

Value	Count	Frequency (%)
A	755401	68.1%
J	139717	12.6%
P	107027	9.6%
M	107027	9.6%

Dash Punctuation

Value	Count	Frequency (%)
-	128374	100.0%

Space Separator

Value	Count	Frequency (%)
	107027	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6515315	96.5%
Common	235401	3.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	1109172	17.0%
A	755401	11.6%
d	755401	11.6%
u	755401	11.6%
l	755401	11.6%
t	755401	11.6%
n	246744	3.8%
e	246744	3.8%
r	214054	3.3%
a	214054	3.3%
Other values (6)	707542	10.9%

Common

Value	Count	Frequency (%)
-	128374	54.5%
	107027	45.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6750716	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	1109172	16.4%
A	755401	11.2%
d	755401	11.2%
u	755401	11.2%
l	755401	11.2%
t	755401	11.2%
n	246744	3.7%
e	246744	3.7%
r	214054	3.2%
a	214054	3.2%
Other values (8)	942943	14.0%

Auto

Heatmap
Table

	id	income	prev_address_months_count	current_address_months_count	customer_age	days_since_request	intended_balcon_amount	zip_count_4w	velocity_6h	velocity_24h	velocity_4w	bank_branch_count_8w	credit_risk_score	bank_months_count	proposed_credit_limit	session_length_in_minutes	month	x1	x2	name_email_similarity	date_of_birth_distinct_emails_4w	fraud_bool	payment_type	employment_status	housing_status	has_other_cards	foreign_request	source	device_os	keep_alive_session	email_is_free	device_distinct_emails_8w	phone_home_valid	phone_mobile_valid	segmentacion_etaria
id	1.000	0.001	-0.001	0.000	0.001	-0.000	0.000	0.000	-0.000	-0.001	-0.000	-0.000	0.001	0.001	0.001	-0.001	0.001	-0.001	0.001	0.000	-0.001	0.002	0.000	0.002	0.001	0.002	0.000	0.000	0.000	0.000	0.000	0.001	0.004	0.002	0.000
income	0.001	1.000	0.008	-0.019	0.087	-0.028	0.108	-0.079	-0.100	-0.114	-0.122	0.014	0.186	0.007	0.142	-0.084	0.131	0.004	0.002	-0.033	-0.038	0.052	0.031	0.061	0.085	0.088	0.013	0.014	0.040	0.039	0.025	0.016	0.013	0.037	0.076
prev_address_months_count	-0.001	0.008	1.000	-0.611	-0.164	0.016	-0.033	-0.069	0.006	0.025	0.023	-0.070	-0.055	-0.076	-0.058	0.070	-0.014	-0.003	-0.002	-0.032	0.153	0.024	0.042	0.025	0.051	0.045	0.016	0.012	0.024	0.040	0.022	0.011	0.051	0.023	0.035
current_address_months_count	0.000	-0.019	-0.611	1.000	0.225	-0.020	0.093	0.056	0.018	0.005	0.014	0.045	0.132	0.075	0.156	-0.040	-0.013	0.001	0.001	0.046	-0.231	0.050	0.057	0.063	0.180	0.076	0.022	0.016	0.053	0.064	0.089	0.018	0.142	0.111	0.106
customer_age	0.001	0.087	-0.164	0.225	1.000	0.039	-0.014	-0.024	0.002	0.008	-0.006	0.060	0.140	0.047	0.128	0.054	0.013	-0.006	-0.005	-0.044	-0.560	0.033	0.049	0.166	0.180	0.117	0.011	0.032	0.093	0.067	0.041	0.037	0.253	0.174	1.000
days_since_request	-0.000	-0.028	0.016	-0.020	0.039	1.000	-0.044	-0.034	0.071	0.054	0.031	0.019	-0.101	-0.002	-0.085	0.059	-0.031	-0.001	-0.002	-0.033	-0.057	0.006	0.073	0.014	0.029	0.055	0.002	0.018	0.015	0.002	0.018	0.012	0.053	0.015	0.020
intended_balcon_amount	0.000	0.108	-0.033	0.093	-0.014	-0.044	1.000	0.007	0.035	0.065	0.067	0.160	0.029	0.196	0.100	0.045	-0.051	-0.000	-0.003	0.061	-0.005	0.031	0.435	0.038	0.076	0.133	0.012	0.015	0.057	0.029	0.021	0.025	0.026	0.063	0.020
zip_count_4w	0.000	-0.079	-0.069	0.056	-0.024	-0.034	0.007	1.000	0.128	0.198	0.269	0.012	-0.092	0.048	-0.024	0.047	-0.268	-0.001	0.003	0.018	0.098	0.014	0.054	0.037	0.036	0.056	0.024	0.016	0.020	0.039	0.027	0.019	0.088	0.036	0.051
velocity_6h	-0.000	-0.100	0.006	0.018	0.002	0.071	0.035	0.128	1.000	0.457	0.384	0.018	-0.143	0.014	-0.058	0.064	-0.396	-0.000	0.001	0.023	0.068	0.016	0.068	0.037	0.042	0.043	0.010	0.016	0.039	0.035	0.045	0.027	0.053	0.031	0.034
velocity_24h	-0.001	-0.114	0.025	0.005	0.008	0.054	0.065	0.198	0.457	1.000	0.528	0.037	-0.144	0.017	-0.019	0.087	-0.539	-0.001	0.000	0.026	0.095	0.012	0.061	0.040	0.038	0.059	0.020	0.019	0.027	0.051	0.048	0.037	0.056	0.041	0.031
velocity_4w	-0.000	-0.122	0.023	0.014	-0.006	0.031	0.067	0.269	0.384	0.528	1.000	0.034	-0.173	0.019	0.004	0.112	-0.837	-0.001	-0.000	0.054	0.152	0.024	0.073	0.044	0.061	0.083	0.033	0.026	0.051	0.099	0.052	0.052	0.093	0.070	0.027
bank_branch_count_8w	-0.000	0.014	-0.070	0.045	0.060	0.019	0.160	0.012	0.018	0.037	0.034	1.000	-0.032	0.501	0.006	0.009	-0.038	-0.004	-0.002	-0.023	-0.029	0.020	0.143	0.021	0.028	0.064	0.007	0.019	0.027	0.012	0.011	0.012	0.075	0.024	0.042
credit_risk_score	0.001	0.186	-0.055	0.132	0.140	-0.101	0.029	-0.092	-0.143	-0.144	-0.173	-0.032	1.000	-0.044	0.661	-0.042	0.167	0.004	0.004	0.060	-0.114	0.079	0.047	0.064	0.143	0.139	0.015	0.021	0.071	0.041	0.034	0.038	0.019	0.034	0.083
bank_months_count	0.001	0.007	-0.076	0.075	0.047	-0.002	0.196	0.048	0.014	0.017	0.019	0.501	-0.044	1.000	-0.006	0.022	-0.016	-0.004	-0.000	-0.018	-0.034	0.027	0.293	0.057	0.043	0.047	0.012	0.036	0.036	0.031	0.019	0.023	0.081	0.031	0.052
proposed_credit_limit	0.001	0.142	-0.058	0.156	0.128	-0.085	0.100	-0.024	-0.058	-0.019	0.004	0.006	0.661	-0.006	1.000	-0.004	-0.011	0.004	0.003	0.082	-0.054	0.100	0.058	0.063	0.145	0.129	0.028	0.017	0.065	0.061	0.046	0.028	0.047	0.030	0.077
session_length_in_minutes	-0.001	-0.084	0.070	-0.040	0.054	0.059	0.045	0.047	0.064	0.087	0.112	0.009	-0.042	0.022	-0.004	1.000	-0.104	0.000	-0.001	0.022	-0.053	0.016	0.029	0.033	0.029	0.121	0.010	0.042	0.034	0.049	0.044	0.050	0.038	0.017	0.025
month	0.001	0.131	-0.014	-0.013	0.013	-0.031	-0.051	-0.268	-0.396	-0.539	-0.837	-0.038	0.167	-0.016	-0.011	-0.104	1.000	-0.000	-0.000	-0.042	-0.163	0.026	0.076	0.045	0.066	0.088	0.029	0.026	0.054	0.111	0.066	0.052	0.101	0.075	0.030
x1	-0.001	0.004	-0.003	0.001	-0.006	-0.001	-0.000	-0.001	-0.000	-0.001	-0.001	-0.004	0.004	-0.004	0.004	0.000	-0.000	1.000	0.015	-0.005	0.001	0.281	0.007	0.004	0.009	0.012	0.002	0.000	0.008	0.013	0.009	0.004	0.018	0.002	0.007
x2	0.001	0.002	-0.002	0.001	-0.005	-0.002	-0.003	0.003	0.001	0.000	-0.000	-0.002	0.004	-0.000	0.003	-0.001	-0.000	0.015	1.000	-0.002	0.002	0.284	0.006	0.005	0.010	0.012	0.005	0.000	0.009	0.012	0.009	0.005	0.019	0.003	0.007
name_email_similarity	0.000	-0.033	-0.032	0.046	-0.044	-0.033	0.061	0.018	0.023	0.026	0.054	-0.023	0.060	-0.018	0.082	0.022	-0.042	-0.005	-0.002	1.000	0.042	0.039	0.069	0.042	0.045	0.038	0.025	0.012	0.043	0.044	0.074	0.020	0.030	0.043	0.046
date_of_birth_distinct_emails_4w	-0.001	-0.038	0.153	-0.231	-0.560	-0.057	-0.005	0.098	0.068	0.095	0.152	-0.029	-0.114	-0.034	-0.054	-0.053	-0.163	0.001	0.002	0.042	1.000	0.030	0.077	0.152	0.097	0.058	0.030	0.029	0.055	0.060	0.053	0.038	0.222	0.142	0.255
fraud_bool	0.002	0.052	0.024	0.050	0.033	0.006	0.031	0.014	0.016	0.012	0.024	0.020	0.079	0.027	0.100	0.016	0.026	0.281	0.284	0.039	0.030	1.000	0.041	0.033	0.098	0.038	0.017	0.003	0.073	0.048	0.028	0.040	0.046	0.008	0.025
payment_type	0.000	0.031	0.042	0.057	0.049	0.073	0.435	0.054	0.068	0.061	0.073	0.143	0.047	0.293	0.058	0.029	0.076	0.007	0.006	0.069	0.077	0.041	1.000	0.059	0.102	0.157	0.027	0.064	0.063	0.031	0.030	0.045	0.084	0.069	0.042
employment_status	0.002	0.061	0.025	0.063	0.166	0.014	0.038	0.037	0.037	0.040	0.044	0.021	0.064	0.057	0.063	0.033	0.045	0.004	0.005	0.042	0.152	0.033	0.059	1.000	0.115	0.039	0.024	0.037	0.063	0.070	0.016	0.043	0.174	0.177	0.216
housing_status	0.001	0.085	0.051	0.180	0.180	0.029	0.076	0.036	0.042	0.038	0.061	0.028	0.143	0.043	0.145	0.029	0.066	0.009	0.010	0.045	0.097	0.098	0.102	0.115	1.000	0.073	0.028	0.023	0.079	0.066	0.088	0.025	0.117	0.098	0.235
has_other_cards	0.002	0.088	0.045	0.076	0.117	0.055	0.133	0.056	0.043	0.059	0.083	0.064	0.139	0.047	0.129	0.121	0.088	0.012	0.012	0.038	0.058	0.038	0.157	0.039	0.073	1.000	0.004	0.014	0.044	0.086	0.033	0.034	0.105	0.017	0.110
foreign_request	0.000	0.013	0.016	0.022	0.011	0.002	0.012	0.024	0.010	0.020	0.033	0.007	0.015	0.012	0.028	0.010	0.029	0.002	0.005	0.025	0.030	0.017	0.027	0.024	0.028	0.004	1.000	0.007	0.053	0.015	0.029	0.007	0.009	0.009	0.007
source	0.000	0.014	0.012	0.016	0.032	0.018	0.015	0.016	0.016	0.019	0.026	0.019	0.021	0.036	0.017	0.042	0.026	0.000	0.000	0.012	0.029	0.003	0.064	0.037	0.023	0.014	0.007	1.000	0.084	0.086	0.001	0.421	0.011	0.024	0.028
device_os	0.000	0.040	0.024	0.053	0.093	0.015	0.057	0.020	0.039	0.027	0.051	0.027	0.071	0.036	0.065	0.034	0.054	0.008	0.009	0.043	0.055	0.073	0.063	0.063	0.079	0.044	0.053	0.084	1.000	0.067	0.151	0.042	0.073	0.094	0.073
keep_alive_session	0.000	0.039	0.040	0.064	0.067	0.002	0.029	0.039	0.035	0.051	0.099	0.012	0.041	0.031	0.061	0.049	0.111	0.013	0.012	0.044	0.060	0.048	0.031	0.070	0.066	0.086	0.015	0.086	0.067	1.000	0.028	0.119	0.042	0.026	0.047
email_is_free	0.000	0.025	0.022	0.089	0.041	0.018	0.021	0.027	0.045	0.048	0.052	0.011	0.034	0.019	0.046	0.044	0.066	0.009	0.009	0.074	0.053	0.028	0.030	0.016	0.088	0.033	0.029	0.001	0.151	0.028	1.000	0.009	0.013	0.035	0.027
device_distinct_emails_8w	0.001	0.016	0.011	0.018	0.037	0.012	0.025	0.019	0.027	0.037	0.052	0.012	0.038	0.023	0.028	0.050	0.052	0.004	0.005	0.020	0.038	0.040	0.045	0.043	0.025	0.034	0.007	0.421	0.042	0.119	0.009	1.000	0.014	0.069	0.027
phone_home_valid	0.004	0.013	0.051	0.142	0.253	0.053	0.026	0.088	0.053	0.056	0.093	0.075	0.019	0.081	0.047	0.038	0.101	0.018	0.019	0.030	0.222	0.046	0.084	0.174	0.117	0.105	0.009	0.011	0.073	0.042	0.013	0.014	1.000	0.285	0.199
phone_mobile_valid	0.002	0.037	0.023	0.111	0.174	0.015	0.063	0.036	0.031	0.041	0.070	0.024	0.034	0.031	0.030	0.017	0.075	0.002	0.003	0.043	0.142	0.008	0.069	0.177	0.098	0.017	0.009	0.024	0.094	0.026	0.035	0.069	0.285	1.000	0.142
segmentacion_etaria	0.000	0.076	0.035	0.106	1.000	0.020	0.020	0.051	0.034	0.031	0.027	0.042	0.083	0.052	0.077	0.025	0.030	0.007	0.007	0.046	0.255	0.025	0.042	0.216	0.235	0.110	0.007	0.028	0.073	0.047	0.027	0.027	0.199	0.142	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	income	prev_address_months_count	current_address_months_count	customer_age	days_since_request	intended_balcon_amount	payment_type	zip_count_4w	velocity_6h	velocity_24h	velocity_4w	bank_branch_count_8w	employment_status	credit_risk_score	housing_status	bank_months_count	has_other_cards	proposed_credit_limit	source	session_length_in_minutes	device_os	keep_alive_session	month	x1	x2	name_email_similarity	date_of_birth_distinct_emails_4w	email_is_free	device_distinct_emails_8w	phone_home_valid	phone_mobile_valid	segmentacion_etaria
0	729517	0.7	-1.0	305.0	60.0	0.030059	-1.599455	AC	990.0	5340.131605	3945.871264	5531.610889	1.0	CC	147.0	BB	-1.0	0.0	500.0	INTERNET	8.865992	windows	0.0	2.0	-0.245425	0.568811	0.883485	2.0	1.0	1.0	0.0	1.0	Persona Mayor
2	149585	0.8	-1.0	140.0	50.0	0.015659	3.951994	AA	1269.0	2844.260015	2789.827355	3141.137362	1605.0	CF	105.0	BA	9.0	1.0	200.0	INTERNET	4.654872	linux	1.0	7.0	0.009336	-2.096682	0.113208	4.0	1.0	1.0	1.0	1.0	Adulto
4	64486	0.9	-1.0	171.0	50.0	0.001409	28.159779	AB	4430.0	5854.065790	4210.039095	5313.233943	17.0	CC	208.0	BA	1.0	1.0	1500.0	INTERNET	3.720953	linux	1.0	1.0	2.229616	-0.005823	0.792797	4.0	0.0	1.0	0.0	1.0	Adulto
5	825283	0.5	-1.0	85.0	30.0	0.027292	-1.310498	AB	1698.0	7938.525709	4963.194619	5070.085151	872.0	CA	138.0	BE	3.0	0.0	200.0	INTERNET	2.912670	windows	1.0	3.0	-0.193945	0.861207	0.865082	10.0	0.0	1.0	0.0	1.0	Adulto
7	8308	0.9	-1.0	39.0	30.0	0.010945	-1.450972	AC	569.0	5268.975264	5573.932997	4931.751648	1.0	CA	110.0	BB	-1.0	1.0	200.0	INTERNET	2.283680	other	1.0	3.0	-2.440650	0.354986	0.450024	13.0	1.0	1.0	0.0	0.0	Adulto
9	891636	0.6	-1.0	137.0	60.0	0.046158	25.841925	AA	1512.0	7669.494145	4251.257682	5721.121146	271.0	CC	33.0	BB	28.0	0.0	200.0	INTERNET	20.889553	linux	0.0	2.0	2.192960	0.484068	0.383238	2.0	1.0	1.0	1.0	1.0	Persona Mayor
11	395034	0.4	-1.0	156.0	40.0	0.032288	97.769357	AA	941.0	6073.856953	3653.085358	4280.497941	1322.0	CA	91.0	BA	28.0	0.0	200.0	INTERNET	8.056782	linux	0.0	6.0	-0.647299	-0.319544	0.903835	5.0	1.0	1.0	1.0	1.0	Adulto
12	350324	0.3	-1.0	61.0	50.0	0.010861	-1.194354	AB	2618.0	5697.332965	3573.092503	4329.133052	41.0	CB	65.0	BA	25.0	0.0	200.0	INTERNET	8.540440	windows	1.0	4.0	0.337705	-1.634093	0.028284	8.0	0.0	1.0	1.0	1.0	Adulto
13	852733	0.1	-1.0	109.0	30.0	23.613744	-0.988608	AB	925.0	5709.427529	3101.407527	4913.060829	12.0	CB	167.0	BB	31.0	0.0	200.0	INTERNET	5.278296	other	1.0	3.0	1.039810	-1.891728	0.329843	15.0	1.0	1.0	0.0	1.0	Adulto
15	214541	0.6	-1.0	171.0	20.0	0.011327	-0.709331	AB	470.0	2627.248329	2989.180440	3119.994880	13.0	CA	117.0	BE	1.0	0.0	200.0	INTERNET	1.304664	linux	1.0	7.0	-0.497989	-0.050975	0.902987	4.0	0.0	1.0	0.0	1.0	Adulto-Joven

	id	income	prev_address_months_count	current_address_months_count	customer_age	days_since_request	intended_balcon_amount	payment_type	zip_count_4w	velocity_6h	velocity_24h	velocity_4w	bank_branch_count_8w	employment_status	credit_risk_score	housing_status	bank_months_count	has_other_cards	proposed_credit_limit	source	session_length_in_minutes	device_os	keep_alive_session	month	x1	x2	name_email_similarity	date_of_birth_distinct_emails_4w	email_is_free	device_distinct_emails_8w	phone_home_valid	phone_mobile_valid	segmentacion_etaria
1137182	12058	0.4	-1.0	19.0	60.0	0.040269	-1.165111	AB	1208.0	8593.114723	4745.957977	4209.385693	5.0	CA	107.0	BB	26.0	1.0	200.0	INTERNET	3.724164	windows	0.0	5.0	-1.498585	-1.009396	0.631882	6.0	0.0	1.0	1.0	0.0	Persona Mayor
1137183	115671	0.9	-1.0	194.0	30.0	0.030739	-0.445877	AD	2327.0	1248.404855	3606.674465	4102.116983	0.0	CA	41.0	BE	30.0	0.0	200.0	INTERNET	5.903499	windows	0.0	5.0	-1.366298	1.097645	0.505530	11.0	0.0	1.0	0.0	1.0	Adulto
1137184	678338	0.4	-1.0	26.0	30.0	0.006036	-1.369820	AC	3553.0	5781.340184	7125.157659	5674.327385	0.0	CF	135.0	BB	-1.0	0.0	200.0	INTERNET	26.800081	windows	0.0	2.0	1.489094	0.004434	0.342637	11.0	1.0	1.0	0.0	1.0	Adulto
1137185	837269	0.8	-1.0	148.0	50.0	0.010308	-1.010951	AB	842.0	6852.762884	4840.839864	4437.812460	39.0	CF	138.0	BA	20.0	0.0	200.0	INTERNET	3.383891	windows	1.0	5.0	-0.337247	0.105599	0.535256	4.0	1.0	1.0	0.0	1.0	Adulto
1137186	617436	0.8	-1.0	11.0	30.0	0.009451	-0.572828	AB	2816.0	7044.320748	6149.501166	6350.143470	9.0	CA	85.0	BC	1.0	0.0	200.0	INTERNET	4.413203	linux	1.0	0.0	0.556321	0.884273	0.229976	9.0	1.0	1.0	0.0	1.0	Adulto
1137187	707063	0.1	-1.0	260.0	60.0	0.026023	-0.587295	AB	1795.0	2647.065369	3186.017723	4295.311579	2.0	CA	185.0	BE	20.0	0.0	1000.0	INTERNET	5.780150	windows	0.0	5.0	0.397897	-0.103541	0.870118	3.0	1.0	1.0	0.0	0.0	Persona Mayor
1137188	784606	0.5	-1.0	30.0	50.0	0.052916	-1.249585	AB	1039.0	13107.181512	7959.597243	5463.132193	5.0	CE	177.0	BB	25.0	1.0	200.0	INTERNET	3.359270	macintosh	1.0	1.0	1.713050	-1.911669	0.094715	5.0	0.0	1.0	1.0	1.0	Adulto
1137189	216375	0.8	46.0	0.0	30.0	0.005857	-0.380745	AB	918.0	1804.378187	3607.587517	4955.993979	10.0	CA	215.0	BC	28.0	1.0	1500.0	INTERNET	4.821661	windows	0.0	3.0	-0.727536	-1.540993	0.437026	13.0	0.0	1.0	0.0	1.0	Adulto
1137190	41856	0.7	25.0	18.0	30.0	1.426644	10.441915	AA	1188.0	4609.874071	6271.051081	4860.118621	9.0	CA	122.0	BC	15.0	0.0	200.0	INTERNET	2.899507	other	1.0	3.0	1.642429	-0.026783	0.449010	15.0	0.0	1.0	1.0	1.0	Adulto
1137191	988191	0.9	-1.0	56.0	30.0	0.006165	-1.103130	AD	1922.0	2608.615031	4771.499695	4950.832611	42.0	CA	100.0	BC	5.0	1.0	200.0	INTERNET	3.843607	linux	0.0	4.0	-1.662247	1.576214	0.769959	10.0	1.0	1.0	1.0	1.0	Adulto

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common